Takeover Tracker
34%medium risk
Remote Sensing Scientists and Technologists
vs

62 shared · 12 different

core competencies

34%medium risk
Geographers

Side-by-Side Comparison

MetricRemote Sensing Scientists and TechnologistsGeographers
Risk Score34.4%34.2%
Risk TierMedium RiskMedium Risk
Risk Percentile64th63th
Tasks at Risk (>50%)7 / 156 / 12
Median Salary$117,960$97,200
Employment23K1K

Skill Comparison

|

Sorted by largest difference

History and Archeology
Physics
Education and Training
MathematicsAI-Vulnerable
Mathematical Reasoning
Operations Analysis
MathematicsAI-Vulnerable
Training and Teaching Others
Geography
Estimating the Quantifiable Characteristics of Products, Events, or Information
Scheduling Work and Activities
Speech Clarity

Protective Factors

Higher values indicate stronger protection against AI displacement

Remote Sensing Scientists and Technologists

30%

total discount

Geographers

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Remote Sensing Scientists and Technologists

7 of 15 at risk
86%Process aerial or satellite imagery to create products such as land cover maps.
64%Organize and maintain geospatial data and associated documentation.
55%Manage or analyze data obtained from remote sensing systems to obtain meaningful results.
55%Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).
55%Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.

Geographers

6 of 12 at risk
85%Provide geographical information systems support to the private and public sectors.
68%Gather and compile geographic data from sources including censuses, field observations, satellite imagery, aerial photographs, and existing maps.
67%Locate and obtain existing geographic information databases.
52%Write and present reports of research findings.
51%Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.

Wage Comparison

Geographers earns -$20,760(-18%) vs Remote Sensing Scientists and Technologists
Remote Sensing Scientists and TechnologistsGeographers
10th
$61,990$62,390
25th
$82,450$75,590
Median
$117,960$97,200
75th
$154,900$117,190
90th
$191,880$133,680

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Remote Sensing Scientists and Technologists2028–2035
Geographers2028–2035
20242030203520402045

Geographers has a longer runway before significant displacement, projected 0 years later than Remote Sensing Scientists and Technologists.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Remote Sensing Scientists and Technologists

$77,370

from $117,960

Geographers

$63,938

from $97,200

After adjusting for AI risk, Remote Sensing Scientists and Technologists offers $13,432 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Remote

0

Unique to Geographers

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Creativity
Regulatory Barriers
Decision Complexity
Remote Sensing Scientists and TechnologistsGeographers
Find transitions from Remote Sensing Scientists and TechnologistsFind transitions from Geographers